{"id":9755,"date":"2025-02-28T14:42:57","date_gmt":"2025-02-28T19:42:57","guid":{"rendered":"https:\/\/med.virginia.edu\/emergency-medicine\/?p=9755"},"modified":"2025-03-31T08:32:05","modified_gmt":"2025-03-31T12:32:05","slug":"dr-mucks-ai-focused-research-is-optimizing-emergency-care","status":"publish","type":"post","link":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/","title":{"rendered":"Dr. Andrew Muck&#8217;s AI-Focused Research is Optimizing Emergency Care"},"content":{"rendered":"<div class=\"video-wrapper\"><iframe loading=\"lazy\" title=\"Andrew Muck, MD: Studies AI &amp; Machine Learning to Boost Hospital Efficiency for Better Patient Care.\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/xjVMqJFXil0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<blockquote><p>My research is taking advantage of the opportunities given to us by AI and large machine learning. With the help of these AI and large machine learning tools, we are looking at ways to increase efficiency for hospital throughput, how to get the patients in front of a doctor as soon as possible.<\/p>\n<p>\u2014Andrew Muck, MD, Professor and Chair of the Department of Emergency Medicine<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>My research is taking advantage of the opportunities given to us by AI and large machine learning. With the help of these AI and large machine learning tools, we are looking at ways to increase efficiency for hospital throughput, how to get the patients in front of a doctor as soon as possible. \u2014Andrew Muck, [&hellip;]<\/p>\n","protected":false},"author":1024,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[7,9],"tags":[],"class_list":["post-9755","post","type-post","status-publish","format-standard","hentry","category-news-and-highlights","category-physician-spotlight"],"acf":false,"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Dr. Andrew Muck&#039;s AI-Focused Research is Optimizing Emergency Care - Emergency Medicine<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Dr. Andrew Muck&#039;s AI-Focused Research is Optimizing Emergency Care - Emergency Medicine\" \/>\n<meta property=\"og:description\" content=\"My research is taking advantage of the opportunities given to us by AI and large machine learning. With the help of these AI and large machine learning tools, we are looking at ways to increase efficiency for hospital throughput, how to get the patients in front of a doctor as soon as possible. \u2014Andrew Muck, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/\" \/>\n<meta property=\"og:site_name\" content=\"Emergency Medicine\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-28T19:42:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-31T12:32:05+00:00\" \/>\n<meta name=\"author\" content=\"sd2cv@virginia.edu\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"sd2cv@virginia.edu\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/\"},\"author\":{\"name\":\"sd2cv@virginia.edu\",\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/#\\\/schema\\\/person\\\/fb6e69b2b28af6e6c75b602184e726a8\"},\"headline\":\"Dr. Andrew Muck&#8217;s AI-Focused Research is Optimizing Emergency Care\",\"datePublished\":\"2025-02-28T19:42:57+00:00\",\"dateModified\":\"2025-03-31T12:32:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/\"},\"wordCount\":84,\"articleSection\":[\"News and Highlights\",\"Physician Spotlight\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/\",\"url\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/\",\"name\":\"Dr. Andrew Muck's AI-Focused Research is Optimizing Emergency Care - Emergency Medicine\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/#website\"},\"datePublished\":\"2025-02-28T19:42:57+00:00\",\"dateModified\":\"2025-03-31T12:32:05+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/#\\\/schema\\\/person\\\/fb6e69b2b28af6e6c75b602184e726a8\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/2025\\\/02\\\/28\\\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Dr. Andrew Muck&#8217;s AI-Focused Research is Optimizing Emergency Care\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/#website\",\"url\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/\",\"name\":\"Emergency Medicine\",\"description\":\"University of Virginia School of Medicine\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/#\\\/schema\\\/person\\\/fb6e69b2b28af6e6c75b602184e726a8\",\"name\":\"sd2cv@virginia.edu\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/92335ed5ef9bab7c44bfcdcf9688efc607bd2553a30938ebb4b46a7a107650a6?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/92335ed5ef9bab7c44bfcdcf9688efc607bd2553a30938ebb4b46a7a107650a6?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/92335ed5ef9bab7c44bfcdcf9688efc607bd2553a30938ebb4b46a7a107650a6?s=96&d=mm&r=g\",\"caption\":\"sd2cv@virginia.edu\"},\"url\":\"https:\\\/\\\/med.virginia.edu\\\/emergency-medicine\\\/author\\\/sd2cvvirginia-edu\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Dr. Andrew Muck's AI-Focused Research is Optimizing Emergency Care - Emergency Medicine","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/","og_locale":"en_US","og_type":"article","og_title":"Dr. Andrew Muck's AI-Focused Research is Optimizing Emergency Care - Emergency Medicine","og_description":"My research is taking advantage of the opportunities given to us by AI and large machine learning. With the help of these AI and large machine learning tools, we are looking at ways to increase efficiency for hospital throughput, how to get the patients in front of a doctor as soon as possible. \u2014Andrew Muck, [&hellip;]","og_url":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/","og_site_name":"Emergency Medicine","article_published_time":"2025-02-28T19:42:57+00:00","article_modified_time":"2025-03-31T12:32:05+00:00","author":"sd2cv@virginia.edu","twitter_card":"summary_large_image","twitter_misc":{"Written by":"sd2cv@virginia.edu","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/#article","isPartOf":{"@id":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/"},"author":{"name":"sd2cv@virginia.edu","@id":"https:\/\/med.virginia.edu\/emergency-medicine\/#\/schema\/person\/fb6e69b2b28af6e6c75b602184e726a8"},"headline":"Dr. Andrew Muck&#8217;s AI-Focused Research is Optimizing Emergency Care","datePublished":"2025-02-28T19:42:57+00:00","dateModified":"2025-03-31T12:32:05+00:00","mainEntityOfPage":{"@id":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/"},"wordCount":84,"articleSection":["News and Highlights","Physician Spotlight"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/","url":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/","name":"Dr. Andrew Muck's AI-Focused Research is Optimizing Emergency Care - Emergency Medicine","isPartOf":{"@id":"https:\/\/med.virginia.edu\/emergency-medicine\/#website"},"datePublished":"2025-02-28T19:42:57+00:00","dateModified":"2025-03-31T12:32:05+00:00","author":{"@id":"https:\/\/med.virginia.edu\/emergency-medicine\/#\/schema\/person\/fb6e69b2b28af6e6c75b602184e726a8"},"breadcrumb":{"@id":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/med.virginia.edu\/emergency-medicine\/2025\/02\/28\/dr-mucks-ai-focused-research-is-optimizing-emergency-care\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/med.virginia.edu\/emergency-medicine\/"},{"@type":"ListItem","position":2,"name":"Dr. Andrew Muck&#8217;s AI-Focused Research is Optimizing Emergency Care"}]},{"@type":"WebSite","@id":"https:\/\/med.virginia.edu\/emergency-medicine\/#website","url":"https:\/\/med.virginia.edu\/emergency-medicine\/","name":"Emergency Medicine","description":"University of Virginia School of Medicine","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/med.virginia.edu\/emergency-medicine\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/med.virginia.edu\/emergency-medicine\/#\/schema\/person\/fb6e69b2b28af6e6c75b602184e726a8","name":"sd2cv@virginia.edu","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/92335ed5ef9bab7c44bfcdcf9688efc607bd2553a30938ebb4b46a7a107650a6?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/92335ed5ef9bab7c44bfcdcf9688efc607bd2553a30938ebb4b46a7a107650a6?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/92335ed5ef9bab7c44bfcdcf9688efc607bd2553a30938ebb4b46a7a107650a6?s=96&d=mm&r=g","caption":"sd2cv@virginia.edu"},"url":"https:\/\/med.virginia.edu\/emergency-medicine\/author\/sd2cvvirginia-edu\/"}]}},"_links":{"self":[{"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/posts\/9755","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/users\/1024"}],"replies":[{"embeddable":true,"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/comments?post=9755"}],"version-history":[{"count":4,"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/posts\/9755\/revisions"}],"predecessor-version":[{"id":9855,"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/posts\/9755\/revisions\/9855"}],"wp:attachment":[{"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/media?parent=9755"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/categories?post=9755"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/med.virginia.edu\/emergency-medicine\/wp-json\/wp\/v2\/tags?post=9755"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}